Paper arXiv:2605.00839v1 outlines a technical framework for integrating machine learning into industrial value chains. It targets critical gaps in data management and the integration of heterogeneous sensing systems. The authors prioritize explainability and reliability for high-stakes environments. This provides a structured reference for engineers deploying AI in complex factory settings.